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Pin vs Ribbon

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§ The result

3 points separate Ribbon and Pin.

Ribbon holds a 3-point edge over Pin under rubric v1.0, 43 to 40, across the Screening and Sourcing cohorts. The 7 criteria split 5 to 1 in favour of Ribbon, with 1 level: Ribbon is ahead on Article 11 Technical Documentation and Pin on Post-Market Monitoring. Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing — Pin 30, Ribbon 42 — and at a 20% weight it carries 57% of the weighted advantage Ribbon holds across the 5 criteria on that side of the table.

§ The record

Pin is filed under Candidate sourcing AI, Ribbon under Screening AI. They record no secondary category in common.

Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act and Illinois HB 3773. Only Ribbon is in scope of Mobley v. Workday.

RecordPinRibbon
Price tierLowLow
HeadquartersUSCA
Founded20242020

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 20% weight · 46% of the movement so far

    Article 11 Technical Documentation

    Pin 30 · Ribbon 42

    2.4 weighted points to Ribbon

  2. 12% weight · 65% of the movement so far

    Post-Market Monitoring

    Pin 45 · Ribbon 37

    1.0 weighted points to Pin

  3. 12% weight · 76% of the movement so far

    Human Oversight Design

    Pin 50 · Ribbon 55

    0.6 weighted points to Ribbon

  4. 18% weight · 87% of the movement so far

    Bias Audit Transparency

    Pin 35 · Ribbon 38

    0.5 weighted points to Ribbon

  5. 15% weight · 95% of the movement so far

    FRIA Support

    Pin 30 · Ribbon 33

    0.4 weighted points to Ribbon

  6. 8% weight · 100% of the movement so far

    Customer Documentation

    Pin 55 · Ribbon 58

    0.2 weighted points to Ribbon

Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -3.3 — the difference between the two totals before either is rounded. Shares are of 5.2 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -3 beside that -3.3.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Pin minus Ribbon.

CategoryWeightPinRibbonΔ rawΔ weighted
Article 11 Technical Documentation20%3042-12-2.4
Bias Audit Transparency18%3538-3-0.5
FRIA Support15%3033-3-0.4
Data Governance Disclosure15%5050--
Human Oversight Design12%5055-5-0.6
Post-Market Monitoring12%4537+8+1.0
Customer Documentation8%5558-3-0.2
Total100%40 (F)43 (F)-3-3.3

§ Evidence

Cited sources and documented absences, criterion by criterion.

An absence is a finding, not a blank: the reviewer looked for a named artefact and recorded that it is not located. Where a source sits is a fact about hosting only.

CriterionWeightPinRibbon
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%31Sources on the vendor's own domain31Sources on the vendor's own domain
Bias Audit Transparency18%31Audit reportSources on the vendor's own domain41Sources on the vendor's own domain
FRIA Support15%31Sources on the vendor's own domain31Sources on the vendor's own domain
Data Governance Disclosure15%70Sources on the vendor's own domain60Sources on the vendor's own domainSources on a separate domain
Human Oversight Design12%60Sources on the vendor's own domain60Sources on the vendor's own domain
Post-Market Monitoring12%51Sources on the vendor's own domain41Sources on the vendor's own domain
Customer Documentation8%51Sources on the vendor's own domain50Sources on the vendor's own domain
All criteria100%325Audit reportSources on the vendor's own domain314Sources on the vendor's own domainSources on a separate domain

Pin has 37 evidence rows across 7 of 7 criteria — 32 with a source URL, 5 documented absences; Ribbon has 35 evidence rows across 7 of 7 criteria — 31 with a source URL, 4 documented absences; some documentation or audit rows for Ribbon sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 72 evidence rows on file for these two vendors: 37 for Pin, across 1 distinct source domain, and 35 for Ribbon, across 2 distinct source domains.

Rubric
v1.0
Pin last reviewed
September 25, 2026 · HireAIScore editorial team
Ribbon last reviewed
September 25, 2026 · HireAIScore editorial team

HireAIScore scores are editorial research, not legal advice, and no vendor pays for placement, scoring or removal — see the methodology, conflicts policy and terms.